arXiv AI By Nam Hee Kim, Jingjing May Liu, Jaakko Lehtinen, Perttu H\"am\"al\"ainen, James F. O'Brien, Xue Bin Peng

Robo-Saber: Generating and Simulating Virtual Reality Players

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arXiv AI
Jun 2

Coding Agent Is Good As World Simulator

arXiv:2605. 14398v2 Announce Type: replace Abstract: World models have emerged as a powerful paradigm for building interactive simulation environments, with recent video-based approaches demonstrating impressive progress in generating visually plausible dynamics.

By Hongyu Wang, Jingquan Wang, Bocheng Zou, Radu Serban, Dan Negrut
arXiv Machine Learning
Oct 8

Kuration SDK: Addressing the Virtual2Real Gap via Data Curation

The paper introduces Kuration SDK, a toolkit for curating raw gameplay data to address the Virtual2Real gap in action‑conditioned world models. It demonstrates that conventional metrics like FVD, LPIPS, and JEDi do not reliably predict playability, using CounterStrike data to show divergent model performance despite similar scores. By providing curation strategies and diagnostic tools, the SDK helps uncover root causes of the gap and accelerate the creation of sample‑efficient training datasets.

By Nirmit Desai, Eric Song, Mayank Sengupta, Tejal Bedmutha, Siri Reddy, Sahiti Dharmavaram, Kunal Sawarkar
arXiv Computer Vision
3d ago

DeVI: Physics-based Dexterous Human-Object Interaction via Synthetic Video Imitation

DeVI (Dexterous Video Imitation) is a framework that learns physics‑based character control for dexterous human‑object interaction by imitating text‑conditioned synthetic videos. It introduces hybrid imitation targets that combine reconstructed 3D human motion with tracked 2D object trajectories, avoiding explicit 3D object motion reconstruction. Visual HOI Alignment further refines the human reference to match both the generated video and the initial 3D object configuration, improving reconstruction quality and imitation success.

By Hyeonwoo Kim, Jeonghwan Kim, Kyungwon Cho, Junyoung Lee, Hanbyul Joo